Allterraincols
## [1] "Alluviale Ablagerung_vs_Anthropogen"
## [1] "Prediction error at end is: 0.284210526315789"
## [2] "Prediction error at end is: 0.221052631578947"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.221052631578947"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3
## 1 Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2 Maximum_Height_hr Normalized_Height Slope_Height
## 3 Standardized_Height Maximum_Height_hr ValleyDepth
## 4 Relative_Slope_Position ValleyDepth StandardizedHeight
## 5 Slope_Height Slope_Height_hr Maximum_Height_hr
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Slope_Height Relative_Slope_Position
## 3 Mid_Slope_Positon Maximum_Height_hr
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Relative_Slope_Position ValleyDepth
## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"
## [1] "Prediction error at end is: 0.0472334682860999"
## [2] "Prediction error at end is: 0.0105263157894737"
## [3] "Prediction error at end is: 0.0105263157894737"
## [4] "Prediction error at end is: 0.0156545209176788"
## [5] "Prediction error at end is: 0.0105263157894737"
## k 1 k 2
## 1 Slope_Height Slope_Height
## 2 Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position ValleyDepth
## 4 Standardized_Height Mid_Slope_Positon
## 5 SlopeHeight Normalized_Height
## k 3 k 4 k 5
## 1 ValleyDepth Slope_Height Slope_Height
## 2 SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr Normalized_Height Normalized_Height
## 4 Slope_Height_hr Standardized_Height_hr SlopeHeight
## 5 Normalized_Height Mid_Slope_Positon Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Blockschutt"
## [1] "Prediction error at end is: 0.0782726045883941"
## [2] "Prediction error at end is: 0.0682860998650472"
## [3] "Prediction error at end is: 0.0681511470985155"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0473684210526316"
## k 1
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 StandardizedHeight
## 4 SlopeHeight
## 5 Slope_Height
## k 2
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 Maximum_Height_hr
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 3 k 4
## 1 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 2 Valley_Depth_hr SlopeHeight
## 3 Mid_Slope_Positon Valley_Depth_hr
## 4 MidSlope_Positon_hr Slope_Height_hr
## 5 ValleyDepth MidSlope_Positon_hr
## k 5
## 1 Maximum_Height_hr
## 2 ValleyDepth
## 3 Relative_Slope_Position
## 4 SlopeHeight
## 5 Valley_Depth_hr
## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"
## [1] "Prediction error at end is: 0.223328591749644"
## [2] "Prediction error at end is: 0.153911806543385"
## [3] "Prediction error at end is: 0.14850640113798"
## [4] "Prediction error at end is: 0.143385490753912"
## [5] "Prediction error at end is: 0.14850640113798"
## k 1
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 StandardizedHeight
## 4 Maximum_Height_hr
## 5 Normalized_Height
## k 2 k 3
## 1 Vertical_Distance_to_Channel_Network Standardized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Normalized_Height
## 4 Slope_Height Maximum_Height_hr
## 5 Normalized_Height_hr StandardizedHeight
## k 4
## 1 Vertical_Distance_to_Channel_Network
## 2 Slope_Height
## 3 ValleyDepth
## 4 Maximum_Height_hr
## 5 Relative_Slope_Position
## k 5
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 MidSlope_Positon_hr
## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.183265856950067"
## [2] "Prediction error at end is: 0.11497975708502"
## [3] "Prediction error at end is: 0.0834008097165992"
## [4] "Prediction error at end is: 0.0728744939271255"
## [5] "Prediction error at end is: 0.088663967611336"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Vertical_Distance_to_Channel_Network
## 3 Standardized_Height_hr ValleyDepth
## 4 Relative_Slope_Position Normalized_Height
## 5 Valley_Depth_hr Normalized_Height_hr
## k 3 k 4
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Slope_Height Normalized_Height
## 3 Maximum_Height_hr Mid_Slope_Positon
## 4 Normalized_Height Standardized_Height_hr
## 5 Standardized_Height Relative_Slope_Position
## k 5
## 1 Vertical_Distance_to_Channel_Network
## 2 Maximum_Height_hr
## 3 Normalized_Height
## 4 ValleyDepth
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 2
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 3
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Hangschutt"
## [1] "Prediction error at end is: 0.135627530364372"
## [2] "Prediction error at end is: 0.0882591093117409"
## [3] "Prediction error at end is: 0.0674763832658569"
## [4] "Prediction error at end is: 0.0726045883940621"
## [5] "Prediction error at end is: 0.0726045883940621"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height_hr Valley_Depth_hr ValleyDepth
## 3 Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Standardized_Height_hr StandardizedHeight
## 5 Relative_Slope_Position ValleyDepth MidSlope_Positon_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Mid_Slope_Positon
## 5 Slope_Height_hr Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight
## 5 Standardized_Height_hr
## k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Relative_Slope_Position StandardizedHeight
## 4 StandardizedHeight SlopeHeight
## 5 Slope_Height Slope_Height_hr
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Slope_Height
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"
## [1] "Prediction error at end is: 0.240620782726046"
## [2] "Prediction error at end is: 0.120512820512821"
## [3] "Prediction error at end is: 0.0784075573549258"
## [4] "Prediction error at end is: 0.0732793522267206"
## [5] "Prediction error at end is: 0.0838056680161943"
## k 1 k 2
## 1 Relative_Slope_Position Normalized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Maximum_Height_hr
## 4 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5 Slope_Height Valley_Depth_hr
## k 3
## 1 Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 Standardized_Height_hr
## k 4
## 1 Standardized_Height
## 2 Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 5
## 1 Relative_Slope_Position
## 2 Mid_Slope_Positon
## 3 Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_Rutschmasse"
## [1] "Prediction error at end is: 0.236167341430499"
## [2] "Prediction error at end is: 0.120647773279352"
## [3] "Prediction error at end is: 0.11025641025641"
## [4] "Prediction error at end is: 0.125910931174089"
## [5] "Prediction error at end is: 0.0944669365721997"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Standardized_Height Standardized_Height Standardized_Height
## 3 Slope_Height_hr ValleyDepth Standardized_Height_hr
## 4 StandardizedHeight Valley_Depth_hr Relative_Slope_Position
## 5 ValleyDepth Relative_Slope_Position ValleyDepth
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Slope_Height_hr
## 4 Standardized_Height_hr MidSlope_Positon_hr
## 5 SlopeHeight NormalizedHeight
## [1] "Alluviale Ablagerung_vs_See"
## [1] "Prediction error at end is: 0"
## [2] "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0"
## [4] "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0.00526315789473684"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 StandardizedHeight Normalized_Height
## 3 Normalized_Height Vertical_Distance_to_Channel_Network
## 4 Standardized_Height Relative_Slope_Position
## 5 Relative_Slope_Position NormalizedHeight
## k 3 k 4
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Normalized_Height Standardized_Height
## 3 StandardizedHeight StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network NormalizedHeight
## 5 Relative_Slope_Position Slope_Height_hr
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 StandardizedHeight
## 4 Slope_Height
## 5 NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"
## [1] "Prediction error at end is: 0.110121457489879"
## [2] "Prediction error at end is: 0.0887989203778677"
## [3] "Prediction error at end is: 0.0680161943319838"
## [4] "Prediction error at end is: 0.0680161943319838"
## [5] "Prediction error at end is: 0.062753036437247"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Normalized_Height
## 2 StandardizedHeight Slope_Height Maximum_Height_hr
## 3 Valley_Depth_hr ValleyDepth Slope_Height
## 4 ValleyDepth Slope_Height_hr ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Valley_Depth_hr
## 3 Valley_Depth_hr ValleyDepth
## 4 MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight Standardized_Height
## 5 Slope_Height Normalized_Height StandardizedHeight
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight
## 5 Mid_Slope_Positon Normalized_Height
Local terrain
## [1] "Alluviale Ablagerung_vs_Anthropogen"
## [1] "Prediction error at end is: 0.284210526315789"
## [2] "Prediction error at end is: 0.221052631578947"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.221052631578947"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3
## 1 Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2 Maximum_Height_hr Normalized_Height Slope_Height
## 3 Standardized_Height Maximum_Height_hr ValleyDepth
## 4 Relative_Slope_Position ValleyDepth StandardizedHeight
## 5 Slope_Height Slope_Height_hr Maximum_Height_hr
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Slope_Height Relative_Slope_Position
## 3 Mid_Slope_Positon Maximum_Height_hr
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Relative_Slope_Position ValleyDepth
## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"
## [1] "Prediction error at end is: 0.0472334682860999"
## [2] "Prediction error at end is: 0.0105263157894737"
## [3] "Prediction error at end is: 0.0105263157894737"
## [4] "Prediction error at end is: 0.0156545209176788"
## [5] "Prediction error at end is: 0.0105263157894737"
## k 1 k 2
## 1 Slope_Height Slope_Height
## 2 Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position ValleyDepth
## 4 Standardized_Height Mid_Slope_Positon
## 5 SlopeHeight Normalized_Height
## k 3 k 4 k 5
## 1 ValleyDepth Slope_Height Slope_Height
## 2 SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr Normalized_Height Normalized_Height
## 4 Slope_Height_hr Standardized_Height_hr SlopeHeight
## 5 Normalized_Height Mid_Slope_Positon Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Blockschutt"
## [1] "Prediction error at end is: 0.0782726045883941"
## [2] "Prediction error at end is: 0.0682860998650472"
## [3] "Prediction error at end is: 0.0681511470985155"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0473684210526316"
## k 1
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 StandardizedHeight
## 4 SlopeHeight
## 5 Slope_Height
## k 2
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 Maximum_Height_hr
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 3 k 4
## 1 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 2 Valley_Depth_hr SlopeHeight
## 3 Mid_Slope_Positon Valley_Depth_hr
## 4 MidSlope_Positon_hr Slope_Height_hr
## 5 ValleyDepth MidSlope_Positon_hr
## k 5
## 1 Maximum_Height_hr
## 2 ValleyDepth
## 3 Relative_Slope_Position
## 4 SlopeHeight
## 5 Valley_Depth_hr
## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"
## [1] "Prediction error at end is: 0.223328591749644"
## [2] "Prediction error at end is: 0.153911806543385"
## [3] "Prediction error at end is: 0.14850640113798"
## [4] "Prediction error at end is: 0.143385490753912"
## [5] "Prediction error at end is: 0.14850640113798"
## k 1
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 StandardizedHeight
## 4 Maximum_Height_hr
## 5 Normalized_Height
## k 2 k 3
## 1 Vertical_Distance_to_Channel_Network Standardized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Normalized_Height
## 4 Slope_Height Maximum_Height_hr
## 5 Normalized_Height_hr StandardizedHeight
## k 4
## 1 Vertical_Distance_to_Channel_Network
## 2 Slope_Height
## 3 ValleyDepth
## 4 Maximum_Height_hr
## 5 Relative_Slope_Position
## k 5
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 MidSlope_Positon_hr
## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.183265856950067"
## [2] "Prediction error at end is: 0.11497975708502"
## [3] "Prediction error at end is: 0.0834008097165992"
## [4] "Prediction error at end is: 0.0728744939271255"
## [5] "Prediction error at end is: 0.088663967611336"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Vertical_Distance_to_Channel_Network
## 3 Standardized_Height_hr ValleyDepth
## 4 Relative_Slope_Position Normalized_Height
## 5 Valley_Depth_hr Normalized_Height_hr
## k 3 k 4
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Slope_Height Normalized_Height
## 3 Maximum_Height_hr Mid_Slope_Positon
## 4 Normalized_Height Standardized_Height_hr
## 5 Standardized_Height Relative_Slope_Position
## k 5
## 1 Vertical_Distance_to_Channel_Network
## 2 Maximum_Height_hr
## 3 Normalized_Height
## 4 ValleyDepth
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 2
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 3
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Hangschutt"
## [1] "Prediction error at end is: 0.135627530364372"
## [2] "Prediction error at end is: 0.0882591093117409"
## [3] "Prediction error at end is: 0.0674763832658569"
## [4] "Prediction error at end is: 0.0726045883940621"
## [5] "Prediction error at end is: 0.0726045883940621"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height_hr Valley_Depth_hr ValleyDepth
## 3 Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Standardized_Height_hr StandardizedHeight
## 5 Relative_Slope_Position ValleyDepth MidSlope_Positon_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Mid_Slope_Positon
## 5 Slope_Height_hr Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight
## 5 Standardized_Height_hr
## k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Relative_Slope_Position StandardizedHeight
## 4 StandardizedHeight SlopeHeight
## 5 Slope_Height Slope_Height_hr
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Slope_Height
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"
## [1] "Prediction error at end is: 0.240620782726046"
## [2] "Prediction error at end is: 0.120512820512821"
## [3] "Prediction error at end is: 0.0784075573549258"
## [4] "Prediction error at end is: 0.0732793522267206"
## [5] "Prediction error at end is: 0.0838056680161943"
## k 1 k 2
## 1 Relative_Slope_Position Normalized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Maximum_Height_hr
## 4 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5 Slope_Height Valley_Depth_hr
## k 3
## 1 Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 Standardized_Height_hr
## k 4
## 1 Standardized_Height
## 2 Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 5
## 1 Relative_Slope_Position
## 2 Mid_Slope_Positon
## 3 Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_Rutschmasse"
## [1] "Prediction error at end is: 0.236167341430499"
## [2] "Prediction error at end is: 0.120647773279352"
## [3] "Prediction error at end is: 0.11025641025641"
## [4] "Prediction error at end is: 0.125910931174089"
## [5] "Prediction error at end is: 0.0944669365721997"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Standardized_Height Standardized_Height Standardized_Height
## 3 Slope_Height_hr ValleyDepth Standardized_Height_hr
## 4 StandardizedHeight Valley_Depth_hr Relative_Slope_Position
## 5 ValleyDepth Relative_Slope_Position ValleyDepth
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Slope_Height_hr
## 4 Standardized_Height_hr MidSlope_Positon_hr
## 5 SlopeHeight NormalizedHeight
## [1] "Alluviale Ablagerung_vs_See"
## [1] "Prediction error at end is: 0"
## [2] "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0"
## [4] "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0.00526315789473684"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 StandardizedHeight Normalized_Height
## 3 Normalized_Height Vertical_Distance_to_Channel_Network
## 4 Standardized_Height Relative_Slope_Position
## 5 Relative_Slope_Position NormalizedHeight
## k 3 k 4
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Normalized_Height Standardized_Height
## 3 StandardizedHeight StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network NormalizedHeight
## 5 Relative_Slope_Position Slope_Height_hr
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 StandardizedHeight
## 4 Slope_Height
## 5 NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"
## [1] "Prediction error at end is: 0.110121457489879"
## [2] "Prediction error at end is: 0.0887989203778677"
## [3] "Prediction error at end is: 0.0680161943319838"
## [4] "Prediction error at end is: 0.0680161943319838"
## [5] "Prediction error at end is: 0.062753036437247"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Normalized_Height
## 2 StandardizedHeight Slope_Height Maximum_Height_hr
## 3 Valley_Depth_hr ValleyDepth Slope_Height
## 4 ValleyDepth Slope_Height_hr ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Valley_Depth_hr
## 3 Valley_Depth_hr ValleyDepth
## 4 MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight Standardized_Height
## 5 Slope_Height Normalized_Height StandardizedHeight
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight
## 5 Mid_Slope_Positon Normalized_Height
Regional terrain
## [1] "Alluviale Ablagerung_vs_Anthropogen"
## [1] "Prediction error at end is: 0.284210526315789"
## [2] "Prediction error at end is: 0.221052631578947"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.221052631578947"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3
## 1 Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2 Maximum_Height_hr Normalized_Height Slope_Height
## 3 Standardized_Height Maximum_Height_hr ValleyDepth
## 4 Relative_Slope_Position ValleyDepth StandardizedHeight
## 5 Slope_Height Slope_Height_hr Maximum_Height_hr
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Slope_Height Relative_Slope_Position
## 3 Mid_Slope_Positon Maximum_Height_hr
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Relative_Slope_Position ValleyDepth
## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"
## [1] "Prediction error at end is: 0.0472334682860999"
## [2] "Prediction error at end is: 0.0105263157894737"
## [3] "Prediction error at end is: 0.0105263157894737"
## [4] "Prediction error at end is: 0.0156545209176788"
## [5] "Prediction error at end is: 0.0105263157894737"
## k 1 k 2
## 1 Slope_Height Slope_Height
## 2 Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position ValleyDepth
## 4 Standardized_Height Mid_Slope_Positon
## 5 SlopeHeight Normalized_Height
## k 3 k 4 k 5
## 1 ValleyDepth Slope_Height Slope_Height
## 2 SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr Normalized_Height Normalized_Height
## 4 Slope_Height_hr Standardized_Height_hr SlopeHeight
## 5 Normalized_Height Mid_Slope_Positon Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Blockschutt"
## [1] "Prediction error at end is: 0.0782726045883941"
## [2] "Prediction error at end is: 0.0682860998650472"
## [3] "Prediction error at end is: 0.0681511470985155"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0473684210526316"
## k 1
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 StandardizedHeight
## 4 SlopeHeight
## 5 Slope_Height
## k 2
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 Maximum_Height_hr
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 3 k 4
## 1 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 2 Valley_Depth_hr SlopeHeight
## 3 Mid_Slope_Positon Valley_Depth_hr
## 4 MidSlope_Positon_hr Slope_Height_hr
## 5 ValleyDepth MidSlope_Positon_hr
## k 5
## 1 Maximum_Height_hr
## 2 ValleyDepth
## 3 Relative_Slope_Position
## 4 SlopeHeight
## 5 Valley_Depth_hr
## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"
## [1] "Prediction error at end is: 0.223328591749644"
## [2] "Prediction error at end is: 0.153911806543385"
## [3] "Prediction error at end is: 0.14850640113798"
## [4] "Prediction error at end is: 0.143385490753912"
## [5] "Prediction error at end is: 0.14850640113798"
## k 1
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 StandardizedHeight
## 4 Maximum_Height_hr
## 5 Normalized_Height
## k 2 k 3
## 1 Vertical_Distance_to_Channel_Network Standardized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Normalized_Height
## 4 Slope_Height Maximum_Height_hr
## 5 Normalized_Height_hr StandardizedHeight
## k 4
## 1 Vertical_Distance_to_Channel_Network
## 2 Slope_Height
## 3 ValleyDepth
## 4 Maximum_Height_hr
## 5 Relative_Slope_Position
## k 5
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 MidSlope_Positon_hr
## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.183265856950067"
## [2] "Prediction error at end is: 0.11497975708502"
## [3] "Prediction error at end is: 0.0834008097165992"
## [4] "Prediction error at end is: 0.0728744939271255"
## [5] "Prediction error at end is: 0.088663967611336"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Vertical_Distance_to_Channel_Network
## 3 Standardized_Height_hr ValleyDepth
## 4 Relative_Slope_Position Normalized_Height
## 5 Valley_Depth_hr Normalized_Height_hr
## k 3 k 4
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Slope_Height Normalized_Height
## 3 Maximum_Height_hr Mid_Slope_Positon
## 4 Normalized_Height Standardized_Height_hr
## 5 Standardized_Height Relative_Slope_Position
## k 5
## 1 Vertical_Distance_to_Channel_Network
## 2 Maximum_Height_hr
## 3 Normalized_Height
## 4 ValleyDepth
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 2
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 3
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Hangschutt"
## [1] "Prediction error at end is: 0.135627530364372"
## [2] "Prediction error at end is: 0.0882591093117409"
## [3] "Prediction error at end is: 0.0674763832658569"
## [4] "Prediction error at end is: 0.0726045883940621"
## [5] "Prediction error at end is: 0.0726045883940621"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height_hr Valley_Depth_hr ValleyDepth
## 3 Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Standardized_Height_hr StandardizedHeight
## 5 Relative_Slope_Position ValleyDepth MidSlope_Positon_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Mid_Slope_Positon
## 5 Slope_Height_hr Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight
## 5 Standardized_Height_hr
## k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Relative_Slope_Position StandardizedHeight
## 4 StandardizedHeight SlopeHeight
## 5 Slope_Height Slope_Height_hr
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Slope_Height
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"
## [1] "Prediction error at end is: 0.240620782726046"
## [2] "Prediction error at end is: 0.120512820512821"
## [3] "Prediction error at end is: 0.0784075573549258"
## [4] "Prediction error at end is: 0.0732793522267206"
## [5] "Prediction error at end is: 0.0838056680161943"
## k 1 k 2
## 1 Relative_Slope_Position Normalized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Maximum_Height_hr
## 4 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5 Slope_Height Valley_Depth_hr
## k 3
## 1 Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 Standardized_Height_hr
## k 4
## 1 Standardized_Height
## 2 Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 5
## 1 Relative_Slope_Position
## 2 Mid_Slope_Positon
## 3 Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_Rutschmasse"
## [1] "Prediction error at end is: 0.236167341430499"
## [2] "Prediction error at end is: 0.120647773279352"
## [3] "Prediction error at end is: 0.11025641025641"
## [4] "Prediction error at end is: 0.125910931174089"
## [5] "Prediction error at end is: 0.0944669365721997"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Standardized_Height Standardized_Height Standardized_Height
## 3 Slope_Height_hr ValleyDepth Standardized_Height_hr
## 4 StandardizedHeight Valley_Depth_hr Relative_Slope_Position
## 5 ValleyDepth Relative_Slope_Position ValleyDepth
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Slope_Height_hr
## 4 Standardized_Height_hr MidSlope_Positon_hr
## 5 SlopeHeight NormalizedHeight
## [1] "Alluviale Ablagerung_vs_See"
## [1] "Prediction error at end is: 0"
## [2] "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0"
## [4] "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0.00526315789473684"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 StandardizedHeight Normalized_Height
## 3 Normalized_Height Vertical_Distance_to_Channel_Network
## 4 Standardized_Height Relative_Slope_Position
## 5 Relative_Slope_Position NormalizedHeight
## k 3 k 4
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Normalized_Height Standardized_Height
## 3 StandardizedHeight StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network NormalizedHeight
## 5 Relative_Slope_Position Slope_Height_hr
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 StandardizedHeight
## 4 Slope_Height
## 5 NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"
## [1] "Prediction error at end is: 0.110121457489879"
## [2] "Prediction error at end is: 0.0887989203778677"
## [3] "Prediction error at end is: 0.0680161943319838"
## [4] "Prediction error at end is: 0.0680161943319838"
## [5] "Prediction error at end is: 0.062753036437247"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Normalized_Height
## 2 StandardizedHeight Slope_Height Maximum_Height_hr
## 3 Valley_Depth_hr ValleyDepth Slope_Height
## 4 ValleyDepth Slope_Height_hr ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Valley_Depth_hr
## 3 Valley_Depth_hr ValleyDepth
## 4 MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight Standardized_Height
## 5 Slope_Height Normalized_Height StandardizedHeight
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight
## 5 Mid_Slope_Positon Normalized_Height
roughness
## [1] "Alluviale Ablagerung_vs_Anthropogen"
## [1] "Prediction error at end is: 0.284210526315789"
## [2] "Prediction error at end is: 0.221052631578947"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.221052631578947"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3
## 1 Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2 Maximum_Height_hr Normalized_Height Slope_Height
## 3 Standardized_Height Maximum_Height_hr ValleyDepth
## 4 Relative_Slope_Position ValleyDepth StandardizedHeight
## 5 Slope_Height Slope_Height_hr Maximum_Height_hr
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Slope_Height Relative_Slope_Position
## 3 Mid_Slope_Positon Maximum_Height_hr
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Relative_Slope_Position ValleyDepth
## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"
## [1] "Prediction error at end is: 0.0472334682860999"
## [2] "Prediction error at end is: 0.0105263157894737"
## [3] "Prediction error at end is: 0.0105263157894737"
## [4] "Prediction error at end is: 0.0156545209176788"
## [5] "Prediction error at end is: 0.0105263157894737"
## k 1 k 2
## 1 Slope_Height Slope_Height
## 2 Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position ValleyDepth
## 4 Standardized_Height Mid_Slope_Positon
## 5 SlopeHeight Normalized_Height
## k 3 k 4 k 5
## 1 ValleyDepth Slope_Height Slope_Height
## 2 SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr Normalized_Height Normalized_Height
## 4 Slope_Height_hr Standardized_Height_hr SlopeHeight
## 5 Normalized_Height Mid_Slope_Positon Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Blockschutt"
## [1] "Prediction error at end is: 0.0782726045883941"
## [2] "Prediction error at end is: 0.0682860998650472"
## [3] "Prediction error at end is: 0.0681511470985155"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0473684210526316"
## k 1
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 StandardizedHeight
## 4 SlopeHeight
## 5 Slope_Height
## k 2
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 Maximum_Height_hr
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 3 k 4
## 1 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 2 Valley_Depth_hr SlopeHeight
## 3 Mid_Slope_Positon Valley_Depth_hr
## 4 MidSlope_Positon_hr Slope_Height_hr
## 5 ValleyDepth MidSlope_Positon_hr
## k 5
## 1 Maximum_Height_hr
## 2 ValleyDepth
## 3 Relative_Slope_Position
## 4 SlopeHeight
## 5 Valley_Depth_hr
## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"
## [1] "Prediction error at end is: 0.223328591749644"
## [2] "Prediction error at end is: 0.153911806543385"
## [3] "Prediction error at end is: 0.14850640113798"
## [4] "Prediction error at end is: 0.143385490753912"
## [5] "Prediction error at end is: 0.14850640113798"
## k 1
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 StandardizedHeight
## 4 Maximum_Height_hr
## 5 Normalized_Height
## k 2 k 3
## 1 Vertical_Distance_to_Channel_Network Standardized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Normalized_Height
## 4 Slope_Height Maximum_Height_hr
## 5 Normalized_Height_hr StandardizedHeight
## k 4
## 1 Vertical_Distance_to_Channel_Network
## 2 Slope_Height
## 3 ValleyDepth
## 4 Maximum_Height_hr
## 5 Relative_Slope_Position
## k 5
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 MidSlope_Positon_hr
## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.183265856950067"
## [2] "Prediction error at end is: 0.11497975708502"
## [3] "Prediction error at end is: 0.0834008097165992"
## [4] "Prediction error at end is: 0.0728744939271255"
## [5] "Prediction error at end is: 0.088663967611336"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Vertical_Distance_to_Channel_Network
## 3 Standardized_Height_hr ValleyDepth
## 4 Relative_Slope_Position Normalized_Height
## 5 Valley_Depth_hr Normalized_Height_hr
## k 3 k 4
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Slope_Height Normalized_Height
## 3 Maximum_Height_hr Mid_Slope_Positon
## 4 Normalized_Height Standardized_Height_hr
## 5 Standardized_Height Relative_Slope_Position
## k 5
## 1 Vertical_Distance_to_Channel_Network
## 2 Maximum_Height_hr
## 3 Normalized_Height
## 4 ValleyDepth
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 2
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 3
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Hangschutt"
## [1] "Prediction error at end is: 0.135627530364372"
## [2] "Prediction error at end is: 0.0882591093117409"
## [3] "Prediction error at end is: 0.0674763832658569"
## [4] "Prediction error at end is: 0.0726045883940621"
## [5] "Prediction error at end is: 0.0726045883940621"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height_hr Valley_Depth_hr ValleyDepth
## 3 Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Standardized_Height_hr StandardizedHeight
## 5 Relative_Slope_Position ValleyDepth MidSlope_Positon_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Mid_Slope_Positon
## 5 Slope_Height_hr Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight
## 5 Standardized_Height_hr
## k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Relative_Slope_Position StandardizedHeight
## 4 StandardizedHeight SlopeHeight
## 5 Slope_Height Slope_Height_hr
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Slope_Height
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"
## [1] "Prediction error at end is: 0.240620782726046"
## [2] "Prediction error at end is: 0.120512820512821"
## [3] "Prediction error at end is: 0.0784075573549258"
## [4] "Prediction error at end is: 0.0732793522267206"
## [5] "Prediction error at end is: 0.0838056680161943"
## k 1 k 2
## 1 Relative_Slope_Position Normalized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Maximum_Height_hr
## 4 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5 Slope_Height Valley_Depth_hr
## k 3
## 1 Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 Standardized_Height_hr
## k 4
## 1 Standardized_Height
## 2 Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 5
## 1 Relative_Slope_Position
## 2 Mid_Slope_Positon
## 3 Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_Rutschmasse"
## [1] "Prediction error at end is: 0.236167341430499"
## [2] "Prediction error at end is: 0.120647773279352"
## [3] "Prediction error at end is: 0.11025641025641"
## [4] "Prediction error at end is: 0.125910931174089"
## [5] "Prediction error at end is: 0.0944669365721997"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Standardized_Height Standardized_Height Standardized_Height
## 3 Slope_Height_hr ValleyDepth Standardized_Height_hr
## 4 StandardizedHeight Valley_Depth_hr Relative_Slope_Position
## 5 ValleyDepth Relative_Slope_Position ValleyDepth
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Slope_Height_hr
## 4 Standardized_Height_hr MidSlope_Positon_hr
## 5 SlopeHeight NormalizedHeight
## [1] "Alluviale Ablagerung_vs_See"
## [1] "Prediction error at end is: 0"
## [2] "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0"
## [4] "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0.00526315789473684"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 StandardizedHeight Normalized_Height
## 3 Normalized_Height Vertical_Distance_to_Channel_Network
## 4 Standardized_Height Relative_Slope_Position
## 5 Relative_Slope_Position NormalizedHeight
## k 3 k 4
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Normalized_Height Standardized_Height
## 3 StandardizedHeight StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network NormalizedHeight
## 5 Relative_Slope_Position Slope_Height_hr
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 StandardizedHeight
## 4 Slope_Height
## 5 NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"
## [1] "Prediction error at end is: 0.110121457489879"
## [2] "Prediction error at end is: 0.0887989203778677"
## [3] "Prediction error at end is: 0.0680161943319838"
## [4] "Prediction error at end is: 0.0680161943319838"
## [5] "Prediction error at end is: 0.062753036437247"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Normalized_Height
## 2 StandardizedHeight Slope_Height Maximum_Height_hr
## 3 Valley_Depth_hr ValleyDepth Slope_Height
## 4 ValleyDepth Slope_Height_hr ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Valley_Depth_hr
## 3 Valley_Depth_hr ValleyDepth
## 4 MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight Standardized_Height
## 5 Slope_Height Normalized_Height StandardizedHeight
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight
## 5 Mid_Slope_Positon Normalized_Height
RLIcols
## [1] "Alluviale Ablagerung_vs_Anthropogen"
## [1] "Prediction error at end is: 0.284210526315789"
## [2] "Prediction error at end is: 0.221052631578947"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.221052631578947"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3
## 1 Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2 Maximum_Height_hr Normalized_Height Slope_Height
## 3 Standardized_Height Maximum_Height_hr ValleyDepth
## 4 Relative_Slope_Position ValleyDepth StandardizedHeight
## 5 Slope_Height Slope_Height_hr Maximum_Height_hr
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Slope_Height Relative_Slope_Position
## 3 Mid_Slope_Positon Maximum_Height_hr
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Relative_Slope_Position ValleyDepth
## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"
## [1] "Prediction error at end is: 0.0472334682860999"
## [2] "Prediction error at end is: 0.0105263157894737"
## [3] "Prediction error at end is: 0.0105263157894737"
## [4] "Prediction error at end is: 0.0156545209176788"
## [5] "Prediction error at end is: 0.0105263157894737"
## k 1 k 2
## 1 Slope_Height Slope_Height
## 2 Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position ValleyDepth
## 4 Standardized_Height Mid_Slope_Positon
## 5 SlopeHeight Normalized_Height
## k 3 k 4 k 5
## 1 ValleyDepth Slope_Height Slope_Height
## 2 SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr Normalized_Height Normalized_Height
## 4 Slope_Height_hr Standardized_Height_hr SlopeHeight
## 5 Normalized_Height Mid_Slope_Positon Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Blockschutt"
## [1] "Prediction error at end is: 0.0782726045883941"
## [2] "Prediction error at end is: 0.0682860998650472"
## [3] "Prediction error at end is: 0.0681511470985155"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0473684210526316"
## k 1
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 StandardizedHeight
## 4 SlopeHeight
## 5 Slope_Height
## k 2
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 Maximum_Height_hr
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 3 k 4
## 1 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 2 Valley_Depth_hr SlopeHeight
## 3 Mid_Slope_Positon Valley_Depth_hr
## 4 MidSlope_Positon_hr Slope_Height_hr
## 5 ValleyDepth MidSlope_Positon_hr
## k 5
## 1 Maximum_Height_hr
## 2 ValleyDepth
## 3 Relative_Slope_Position
## 4 SlopeHeight
## 5 Valley_Depth_hr
## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"
## [1] "Prediction error at end is: 0.223328591749644"
## [2] "Prediction error at end is: 0.153911806543385"
## [3] "Prediction error at end is: 0.14850640113798"
## [4] "Prediction error at end is: 0.143385490753912"
## [5] "Prediction error at end is: 0.14850640113798"
## k 1
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 StandardizedHeight
## 4 Maximum_Height_hr
## 5 Normalized_Height
## k 2 k 3
## 1 Vertical_Distance_to_Channel_Network Standardized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Normalized_Height
## 4 Slope_Height Maximum_Height_hr
## 5 Normalized_Height_hr StandardizedHeight
## k 4
## 1 Vertical_Distance_to_Channel_Network
## 2 Slope_Height
## 3 ValleyDepth
## 4 Maximum_Height_hr
## 5 Relative_Slope_Position
## k 5
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 MidSlope_Positon_hr
## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.183265856950067"
## [2] "Prediction error at end is: 0.11497975708502"
## [3] "Prediction error at end is: 0.0834008097165992"
## [4] "Prediction error at end is: 0.0728744939271255"
## [5] "Prediction error at end is: 0.088663967611336"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Vertical_Distance_to_Channel_Network
## 3 Standardized_Height_hr ValleyDepth
## 4 Relative_Slope_Position Normalized_Height
## 5 Valley_Depth_hr Normalized_Height_hr
## k 3 k 4
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Slope_Height Normalized_Height
## 3 Maximum_Height_hr Mid_Slope_Positon
## 4 Normalized_Height Standardized_Height_hr
## 5 Standardized_Height Relative_Slope_Position
## k 5
## 1 Vertical_Distance_to_Channel_Network
## 2 Maximum_Height_hr
## 3 Normalized_Height
## 4 ValleyDepth
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 2
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 3
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Hangschutt"
## [1] "Prediction error at end is: 0.135627530364372"
## [2] "Prediction error at end is: 0.0882591093117409"
## [3] "Prediction error at end is: 0.0674763832658569"
## [4] "Prediction error at end is: 0.0726045883940621"
## [5] "Prediction error at end is: 0.0726045883940621"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height_hr Valley_Depth_hr ValleyDepth
## 3 Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Standardized_Height_hr StandardizedHeight
## 5 Relative_Slope_Position ValleyDepth MidSlope_Positon_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Mid_Slope_Positon
## 5 Slope_Height_hr Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight
## 5 Standardized_Height_hr
## k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Relative_Slope_Position StandardizedHeight
## 4 StandardizedHeight SlopeHeight
## 5 Slope_Height Slope_Height_hr
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Slope_Height
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"
## [1] "Prediction error at end is: 0.240620782726046"
## [2] "Prediction error at end is: 0.120512820512821"
## [3] "Prediction error at end is: 0.0784075573549258"
## [4] "Prediction error at end is: 0.0732793522267206"
## [5] "Prediction error at end is: 0.0838056680161943"
## k 1 k 2
## 1 Relative_Slope_Position Normalized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Maximum_Height_hr
## 4 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5 Slope_Height Valley_Depth_hr
## k 3
## 1 Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 Standardized_Height_hr
## k 4
## 1 Standardized_Height
## 2 Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 5
## 1 Relative_Slope_Position
## 2 Mid_Slope_Positon
## 3 Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_Rutschmasse"
## [1] "Prediction error at end is: 0.236167341430499"
## [2] "Prediction error at end is: 0.120647773279352"
## [3] "Prediction error at end is: 0.11025641025641"
## [4] "Prediction error at end is: 0.125910931174089"
## [5] "Prediction error at end is: 0.0944669365721997"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Standardized_Height Standardized_Height Standardized_Height
## 3 Slope_Height_hr ValleyDepth Standardized_Height_hr
## 4 StandardizedHeight Valley_Depth_hr Relative_Slope_Position
## 5 ValleyDepth Relative_Slope_Position ValleyDepth
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Slope_Height_hr
## 4 Standardized_Height_hr MidSlope_Positon_hr
## 5 SlopeHeight NormalizedHeight
## [1] "Alluviale Ablagerung_vs_See"
## [1] "Prediction error at end is: 0"
## [2] "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0"
## [4] "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0.00526315789473684"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 StandardizedHeight Normalized_Height
## 3 Normalized_Height Vertical_Distance_to_Channel_Network
## 4 Standardized_Height Relative_Slope_Position
## 5 Relative_Slope_Position NormalizedHeight
## k 3 k 4
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Normalized_Height Standardized_Height
## 3 StandardizedHeight StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network NormalizedHeight
## 5 Relative_Slope_Position Slope_Height_hr
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 StandardizedHeight
## 4 Slope_Height
## 5 NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"
## [1] "Prediction error at end is: 0.110121457489879"
## [2] "Prediction error at end is: 0.0887989203778677"
## [3] "Prediction error at end is: 0.0680161943319838"
## [4] "Prediction error at end is: 0.0680161943319838"
## [5] "Prediction error at end is: 0.062753036437247"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Normalized_Height
## 2 StandardizedHeight Slope_Height Maximum_Height_hr
## 3 Valley_Depth_hr ValleyDepth Slope_Height
## 4 ValleyDepth Slope_Height_hr ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Valley_Depth_hr
## 3 Valley_Depth_hr ValleyDepth
## 4 MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight Standardized_Height
## 5 Slope_Height Normalized_Height StandardizedHeight
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight
## 5 Mid_Slope_Positon Normalized_Height
Heights
## [1] "Alluviale Ablagerung_vs_Anthropogen"
## [1] "Prediction error at end is: 0.284210526315789"
## [2] "Prediction error at end is: 0.221052631578947"
## [3] "Prediction error at end is: 0.210526315789474"
## [4] "Prediction error at end is: 0.221052631578947"
## [5] "Prediction error at end is: 0.221052631578947"
## k 1 k 2 k 3
## 1 Normalized_Height Relative_Slope_Position Relative_Slope_Position
## 2 Maximum_Height_hr Normalized_Height Slope_Height
## 3 Standardized_Height Maximum_Height_hr ValleyDepth
## 4 Relative_Slope_Position ValleyDepth StandardizedHeight
## 5 Slope_Height Slope_Height_hr Maximum_Height_hr
## k 4 k 5
## 1 Normalized_Height Normalized_Height
## 2 Slope_Height Relative_Slope_Position
## 3 Mid_Slope_Positon Maximum_Height_hr
## 4 Slope_Height_hr Mid_Slope_Positon
## 5 Relative_Slope_Position ValleyDepth
## [1] "Alluviale Ablagerung_vs_Ausschmelzmoraene"
## [1] "Prediction error at end is: 0.0472334682860999"
## [2] "Prediction error at end is: 0.0105263157894737"
## [3] "Prediction error at end is: 0.0105263157894737"
## [4] "Prediction error at end is: 0.0156545209176788"
## [5] "Prediction error at end is: 0.0105263157894737"
## k 1 k 2
## 1 Slope_Height Slope_Height
## 2 Normalized_Height Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position ValleyDepth
## 4 Standardized_Height Mid_Slope_Positon
## 5 SlopeHeight Normalized_Height
## k 3 k 4 k 5
## 1 ValleyDepth Slope_Height Slope_Height
## 2 SlopeHeight Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr Normalized_Height Normalized_Height
## 4 Slope_Height_hr Standardized_Height_hr SlopeHeight
## 5 Normalized_Height Mid_Slope_Positon Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Blockschutt"
## [1] "Prediction error at end is: 0.0782726045883941"
## [2] "Prediction error at end is: 0.0682860998650472"
## [3] "Prediction error at end is: 0.0681511470985155"
## [4] "Prediction error at end is: 0.0630229419703104"
## [5] "Prediction error at end is: 0.0473684210526316"
## k 1
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 StandardizedHeight
## 4 SlopeHeight
## 5 Slope_Height
## k 2
## 1 Vertical_Distance_to_Channel_Network
## 2 Valley_Depth_hr
## 3 Maximum_Height_hr
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 3 k 4
## 1 Vertical_Distance_to_Channel_Network Maximum_Height_hr
## 2 Valley_Depth_hr SlopeHeight
## 3 Mid_Slope_Positon Valley_Depth_hr
## 4 MidSlope_Positon_hr Slope_Height_hr
## 5 ValleyDepth MidSlope_Positon_hr
## k 5
## 1 Maximum_Height_hr
## 2 ValleyDepth
## 3 Relative_Slope_Position
## 4 SlopeHeight
## 5 Valley_Depth_hr
## [1] "Alluviale Ablagerung_vs_Eisrandsedimente"
## [1] "Prediction error at end is: 0.223328591749644"
## [2] "Prediction error at end is: 0.153911806543385"
## [3] "Prediction error at end is: 0.14850640113798"
## [4] "Prediction error at end is: 0.143385490753912"
## [5] "Prediction error at end is: 0.14850640113798"
## k 1
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 StandardizedHeight
## 4 Maximum_Height_hr
## 5 Normalized_Height
## k 2 k 3
## 1 Vertical_Distance_to_Channel_Network Standardized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Normalized_Height
## 4 Slope_Height Maximum_Height_hr
## 5 Normalized_Height_hr StandardizedHeight
## k 4
## 1 Vertical_Distance_to_Channel_Network
## 2 Slope_Height
## 3 ValleyDepth
## 4 Maximum_Height_hr
## 5 Relative_Slope_Position
## k 5
## 1 Standardized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 MidSlope_Positon_hr
## [1] "Alluviale Ablagerung_vs_gemischte Ablagerung"
## [1] "Prediction error at end is: 0.183265856950067"
## [2] "Prediction error at end is: 0.11497975708502"
## [3] "Prediction error at end is: 0.0834008097165992"
## [4] "Prediction error at end is: 0.0728744939271255"
## [5] "Prediction error at end is: 0.088663967611336"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Vertical_Distance_to_Channel_Network
## 3 Standardized_Height_hr ValleyDepth
## 4 Relative_Slope_Position Normalized_Height
## 5 Valley_Depth_hr Normalized_Height_hr
## k 3 k 4
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Slope_Height Normalized_Height
## 3 Maximum_Height_hr Mid_Slope_Positon
## 4 Normalized_Height Standardized_Height_hr
## 5 Standardized_Height Relative_Slope_Position
## k 5
## 1 Vertical_Distance_to_Channel_Network
## 2 Maximum_Height_hr
## 3 Normalized_Height
## 4 ValleyDepth
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_gemischte Kegel"
## [1] "Prediction error at end is: 0.282860998650472"
## [2] "Prediction error at end is: 0.235762483130904"
## [3] "Prediction error at end is: 0.199055330634278"
## [4] "Prediction error at end is: 0.188529014844804"
## [5] "Prediction error at end is: 0.178137651821862"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position
## 3 Valley_Depth_hr StandardizedHeight
## 4 ValleyDepth Slope_Height_hr
## 5 Vertical_Distance_to_Channel_Network ValleyDepth
## k 3
## 1 Maximum_Height_hr
## 2 Mid_Slope_Positon
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Slope_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Relative_Slope_Position
## 3 Relative_Slope_Position Valley_Depth_hr
## 4 Slope_Height ValleyDepth
## 5 Vertical_Distance_to_Channel_Network Standardized_Height
## [1] "Alluviale Ablagerung_vs_gemischtes Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 2
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 3
## 1 Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network
## 3 Relative_Slope_Position
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height_hr
## 5 Standardized_Height
## [1] "Alluviale Ablagerung_vs_Glaziolakustrine Ablagerung"
## [1] "Prediction error at end is: 0.20391363022942"
## [2] "Prediction error at end is: 0.130634278002699"
## [3] "Prediction error at end is: 0.109851551956815"
## [4] "Prediction error at end is: 0.115114709851552"
## [5] "Prediction error at end is: 0.0940620782726046"
## k 1 k 2
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Maximum_Height_hr
## 3 StandardizedHeight StandardizedHeight
## 4 ValleyDepth ValleyDepth
## 5 Standardized_Height_hr Slope_Height
## k 3 k 4
## 1 Relative_Slope_Position Vertical_Distance_to_Channel_Network
## 2 Normalized_Height Relative_Slope_Position
## 3 Maximum_Height_hr MidSlope_Positon_hr
## 4 StandardizedHeight Standardized_Height
## 5 Mid_Slope_Positon ValleyDepth
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 StandardizedHeight
## 4 MidSlope_Positon_hr
## 5 Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Grundmoraene"
## [1] "Prediction error at end is: 0.162618083670715"
## [2] "Prediction error at end is: 0.0995951417004049"
## [3] "Prediction error at end is: 0.0838056680161943"
## [4] "Prediction error at end is: 0.0890688259109312"
## [5] "Prediction error at end is: 0.0786774628879892"
## k 1 k 2
## 1 Maximum_Height_hr Standardized_Height
## 2 Standardized_Height_hr Relative_Slope_Position
## 3 Valley_Depth_hr Standardized_Height_hr
## 4 Slope_Height Normalized_Height_hr
## 5 Vertical_Distance_to_Channel_Network NormalizedHeight
## k 3 k 4 k 5
## 1 Maximum_Height_hr Relative_Slope_Position Maximum_Height_hr
## 2 Relative_Slope_Position Maximum_Height_hr Relative_Slope_Position
## 3 Standardized_Height_hr NormalizedHeight Standardized_Height
## 4 Mid_Slope_Positon Mid_Slope_Positon Standardized_Height_hr
## 5 Normalized_Height Standardized_Height Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_Hangschutt"
## [1] "Prediction error at end is: 0.135627530364372"
## [2] "Prediction error at end is: 0.0882591093117409"
## [3] "Prediction error at end is: 0.0674763832658569"
## [4] "Prediction error at end is: 0.0726045883940621"
## [5] "Prediction error at end is: 0.0726045883940621"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Slope_Height_hr Valley_Depth_hr ValleyDepth
## 3 Valley_Depth_hr Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Standardized_Height_hr StandardizedHeight
## 5 Relative_Slope_Position ValleyDepth MidSlope_Positon_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Valley_Depth_hr Valley_Depth_hr
## 3 Relative_Slope_Position Relative_Slope_Position
## 4 ValleyDepth Mid_Slope_Positon
## 5 Slope_Height_hr Slope_Height_hr
## [1] "Alluviale Ablagerung_vs_karbonatisches Festgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight
## 5 Standardized_Height_hr
## k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Relative_Slope_Position StandardizedHeight
## 4 StandardizedHeight SlopeHeight
## 5 Slope_Height Slope_Height_hr
## k 4
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Slope_Height
## 5 Standardized_Height
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Vertical_Distance_to_Channel_Network
## 4 Standardized_Height
## 5 StandardizedHeight
## [1] "Alluviale Ablagerung_vs_Kolluvium"
## [1] "Prediction error at end is: 0.28110661268556"
## [2] "Prediction error at end is: 0.171929824561404"
## [3] "Prediction error at end is: 0.208771929824561"
## [4] "Prediction error at end is: 0.198110661268556"
## [5] "Prediction error at end is: 0.197705802968961"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 SlopeHeight SlopeHeight SlopeHeight
## 4 Slope_Height_hr NormalizedHeight Slope_Height_hr
## 5 StandardizedHeight Valley_Depth_hr MidSlope_Positon_hr
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr SlopeHeight
## 3 ValleyDepth Vertical_Distance_to_Channel_Network
## 4 StandardizedHeight StandardizedHeight
## 5 NormalizedHeight Standardized_Height
## [1] "Alluviale Ablagerung_vs_Lakustrine Ablagerung"
## [1] "Prediction error at end is: 0.240620782726046"
## [2] "Prediction error at end is: 0.120512820512821"
## [3] "Prediction error at end is: 0.0784075573549258"
## [4] "Prediction error at end is: 0.0732793522267206"
## [5] "Prediction error at end is: 0.0838056680161943"
## k 1 k 2
## 1 Relative_Slope_Position Normalized_Height
## 2 Normalized_Height Relative_Slope_Position
## 3 ValleyDepth Maximum_Height_hr
## 4 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## 5 Slope_Height Valley_Depth_hr
## k 3
## 1 Normalized_Height
## 2 Vertical_Distance_to_Channel_Network
## 3 Maximum_Height_hr
## 4 ValleyDepth
## 5 Standardized_Height_hr
## k 4
## 1 Standardized_Height
## 2 Maximum_Height_hr
## 3 Vertical_Distance_to_Channel_Network
## 4 Relative_Slope_Position
## 5 ValleyDepth
## k 5
## 1 Relative_Slope_Position
## 2 Mid_Slope_Positon
## 3 Maximum_Height_hr
## 4 Vertical_Distance_to_Channel_Network
## 5 Standardized_Height_hr
## [1] "Alluviale Ablagerung_vs_Moorablagerung"
## [1] "Prediction error at end is: 0.371428571428571"
## [2] "Prediction error at end is: 0.24"
## [3] "Prediction error at end is: 0.171428571428571"
## [4] "Prediction error at end is: 0.16"
## [5] "Prediction error at end is: 0.182857142857143"
## k 1 k 2
## 1 Standardized_Height NormalizedHeight
## 2 Standardized_Height_hr Slope_Height
## 3 Normalized_Height Valley_Depth_hr
## 4 StandardizedHeight Maximum_Height_hr
## 5 Maximum_Height_hr Vertical_Distance_to_Channel_Network
## k 3 k 4 k 5
## 1 Maximum_Height_hr Normalized_Height Relative_Slope_Position
## 2 Normalized_Height Maximum_Height_hr Standardized_Height_hr
## 3 Normalized_Height_hr Slope_Height Mid_Slope_Positon
## 4 Mid_Slope_Positon MidSlope_Positon_hr Slope_Height
## 5 MidSlope_Positon_hr Valley_Depth_hr Standardized_Height
## [1] "Alluviale Ablagerung_vs_Moraene undifferenziert"
## [1] "Prediction error at end is: 0.0728744939271255"
## [2] "Prediction error at end is: 0.0624831309041835"
## [3] "Prediction error at end is: 0.0572199730094467"
## [4] "Prediction error at end is: 0.0572199730094467"
## [5] "Prediction error at end is: 0.0624831309041835"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 SlopeHeight Slope_Height Slope_Height
## 3 Relative_Slope_Position ValleyDepth Slope_Height_hr
## 4 ValleyDepth Relative_Slope_Position Standardized_Height_hr
## 5 Valley_Depth_hr NormalizedHeight Normalized_Height
## k 4
## 1 Maximum_Height_hr
## 2 Standardized_Height
## 3 ValleyDepth
## 4 Vertical_Distance_to_Channel_Network
## 5 Relative_Slope_Position
## k 5
## 1 Maximum_Height_hr
## 2 Relative_Slope_Position
## 3 Slope_Height
## 4 ValleyDepth
## 5 Vertical_Distance_to_Channel_Network
## [1] "Alluviale Ablagerung_vs_Rutschmasse"
## [1] "Prediction error at end is: 0.236167341430499"
## [2] "Prediction error at end is: 0.120647773279352"
## [3] "Prediction error at end is: 0.11025641025641"
## [4] "Prediction error at end is: 0.125910931174089"
## [5] "Prediction error at end is: 0.0944669365721997"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Standardized_Height Standardized_Height Standardized_Height
## 3 Slope_Height_hr ValleyDepth Standardized_Height_hr
## 4 StandardizedHeight Valley_Depth_hr Relative_Slope_Position
## 5 ValleyDepth Relative_Slope_Position ValleyDepth
## k 4 k 5
## 1 Relative_Slope_Position Maximum_Height_hr
## 2 Maximum_Height_hr ValleyDepth
## 3 ValleyDepth Slope_Height_hr
## 4 Standardized_Height_hr MidSlope_Positon_hr
## 5 SlopeHeight NormalizedHeight
## [1] "Alluviale Ablagerung_vs_See"
## [1] "Prediction error at end is: 0"
## [2] "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0"
## [4] "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0.00526315789473684"
## k 1 k 2
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 StandardizedHeight Normalized_Height
## 3 Normalized_Height Vertical_Distance_to_Channel_Network
## 4 Standardized_Height Relative_Slope_Position
## 5 Relative_Slope_Position NormalizedHeight
## k 3 k 4
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Normalized_Height Standardized_Height
## 3 StandardizedHeight StandardizedHeight
## 4 Vertical_Distance_to_Channel_Network NormalizedHeight
## 5 Relative_Slope_Position Slope_Height_hr
## k 5
## 1 Maximum_Height_hr
## 2 Normalized_Height
## 3 StandardizedHeight
## 4 Slope_Height
## 5 NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Festgestein"
## [1] "Prediction error at end is: 0.110121457489879"
## [2] "Prediction error at end is: 0.0887989203778677"
## [3] "Prediction error at end is: 0.0680161943319838"
## [4] "Prediction error at end is: 0.0680161943319838"
## [5] "Prediction error at end is: 0.062753036437247"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Normalized_Height
## 2 StandardizedHeight Slope_Height Maximum_Height_hr
## 3 Valley_Depth_hr ValleyDepth Slope_Height
## 4 ValleyDepth Slope_Height_hr ValleyDepth
## 5 Normalized_Height_hr Relative_Slope_Position Normalized_Height_hr
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 ValleyDepth Valley_Depth_hr
## 3 Valley_Depth_hr ValleyDepth
## 4 MidSlope_Positon_hr Standardized_Height_hr
## 5 Standardized_Height_hr NormalizedHeight
## [1] "Alluviale Ablagerung_vs_silikatisches Sedimentgestein"
## [1] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [3] "Prediction error at end is: 0" "Prediction error at end is: 0"
## [5] "Prediction error at end is: 0"
## k 1 k 2 k 3
## 1 Maximum_Height_hr Maximum_Height_hr Maximum_Height_hr
## 2 Relative_Slope_Position Relative_Slope_Position Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight Standardized_Height
## 5 Slope_Height Normalized_Height StandardizedHeight
## k 4 k 5
## 1 Maximum_Height_hr Maximum_Height_hr
## 2 Vertical_Distance_to_Channel_Network Relative_Slope_Position
## 3 Standardized_Height_hr Standardized_Height_hr
## 4 StandardizedHeight StandardizedHeight
## 5 Mid_Slope_Positon Normalized_Height